{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "热力图表达一个矩阵表达【二维表达】\n",
    "heatmap pandas中特征与特征关联性我们采用这种方式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "np.random.seed(0)\n",
    "sns.set()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.5488135   0.71518937  0.60276338]\n",
      " [ 0.54488318  0.4236548   0.64589411]\n",
      " [ 0.43758721  0.891773    0.96366276]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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tCFoAMIygBQDDCFoAMIygBQDDCFoAMIygBQDDCFpJtm1rx44deuyxx7Rx40adPn260SW5\n1smTJ7Vx48ZGl+FaU1NT2rp1q9avX6/e3l4dPXq00SVBXBkmSUomkyoWixodHVUmk9Hg4KCGh4cb\nXZbr7N+/X4cPH1Z7e3ujS3Gtw4cPa968edq9e7fGx8e1Zs0a9fT0NLqs6x4draR0Oq1oNCpJCofD\nymazDa7Inbq6urRnz55Gl+FqK1as0ObNmyvvfT5fA6vB/yJoJeXzeVmWVXnv8/lUKpUaWJE7PfTQ\nQ/L7+U+USXPmzJFlWcrn83r++ef1wgsvNLokiKCVJFmWpUKhUHlv2zaBgJZ19uxZbdq0SatXr9aq\nVasaXQ5E0EqSIpGIUqmUJCmTySgUCjW4IuD3OXfunJ566ilt3bpVvb29jS4Hv6FtkxSLxTQ2NqZ4\nPC7HcZRIJBpdEvC77Nu3TxMTExoaGtLQ0JCkiychZ8+e3eDKrm/cJhEADGN0AACGEbQAYBhBCwCG\nEbQAYBhBCwCGEbQAYBhBCwCG/Q9i6toVGTTSVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xce3afd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uniform_data = np.random.rand(3, 3)\n",
    "print (uniform_data)\n",
    "heatmap = sns.heatmap(uniform_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hAgYAS6Zy9/sSOUEAA8gbrAMGAEvoAQOAJfSAAcASWhAAYAktCACwhFUQAGAJLQgAsISb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\nzzOfr0kPvwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcf96320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#变量最大值和最小值区间进行取值 [超过最小值最小值颜色，超过最大值最大值颜色]\n",
    "ax = sns.heatmap(uniform_data, vmin=0.2, vmax=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.4794198   0.3113635  -0.77602047]\n",
      " [-0.30736481 -0.36652394  1.11971196]\n",
      " [-0.45792242  0.4253934  -0.02797118]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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Nvw+Hw5qamjJYkZvuvvtuRWx7YrZlli1bpmg0qrGxMbW3t+uxxx4zXRJmQQBLikajymQy\n+fe+7xMUsNa3336rBx54QE1NTbr//vtNl4NZEMCSYrGYBgcHJUnpdFq1tbWGKwJK8+OPP+rBBx/U\n3r17tXXrVtPl4A/Q5klKJBIaGhpSS0uLgiBQd3e36ZKAkhw9elSjo6Pq7e1Vb2+vpN8vfi5dutRw\nZbgWHkcJAIYwggAAQwhgADCEAAYAQwhgADCEAAYAQwhgADCEAAYAQ/4fS6Xa3lhxwG0AAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd504208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normal_data = np.random.randn(3, 3)\n",
    "print (normal_data)\n",
    "ax = sns.heatmap(normal_data, center=0)#center 代表中心值：大于0或者小于0中心 同属于一期颜色都是一样"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>January</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>February</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>March</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>April</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month  passengers\n",
       "0  1949   January         112\n",
       "1  1949  February         118\n",
       "2  1949     March         132\n",
       "3  1949     April         129\n",
       "4  1949       May         121"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flights = sns.load_dataset(\"flights\")\n",
    "flights.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#进行数据透视处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year       1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  \\\n",
      "month                                                                         \n",
      "January     112   115   145   171   196   204   242   284   315   340   360   \n",
      "February    118   126   150   180   196   188   233   277   301   318   342   \n",
      "March       132   141   178   193   236   235   267   317   356   362   406   \n",
      "April       129   135   163   181   235   227   269   313   348   348   396   \n",
      "May         121   125   172   183   229   234   270   318   355   363   420   \n",
      "June        135   149   178   218   243   264   315   374   422   435   472   \n",
      "July        148   170   199   230   264   302   364   413   465   491   548   \n",
      "August      148   170   199   242   272   293   347   405   467   505   559   \n",
      "September   136   158   184   209   237   259   312   355   404   404   463   \n",
      "October     119   133   162   191   211   229   274   306   347   359   407   \n",
      "November    104   114   146   172   180   203   237   271   305   310   362   \n",
      "December    118   140   166   194   201   229   278   306   336   337   405   \n",
      "\n",
      "year       1960  \n",
      "month            \n",
      "January     417  \n",
      "February    391  \n",
      "March       419  \n",
      "April       461  \n",
      "May         472  \n",
      "June        535  \n",
      "July        622  \n",
      "August      606  \n",
      "September   508  \n",
      "October     461  \n",
      "November    390  \n",
      "December    432  \n"
     ]
    },
    {
     "data": {
      "image/png": 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vL7/++iuKojB//nzOnTvH3LlzsbOzIzw8nI8++ojt27dbuvlCCHG/KjAB/8T1TFJTUwkL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\n/cTQoUPRaDQkJiZSp04dXnj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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc588ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights = flights.pivot(\"month\", \"year\", \"passengers\")#数据透视表结构\n",
    "print (flights)\n",
    "ax = sns.heatmap(flights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bGOTVG7FYjEQioWbdKgRsUiUcvH/nIWFP/6Nazb+1dFt2a84+/4Oc3J+ZOkIs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Fi2O+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcafd9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, annot=True,fmt=\"d\")# annot=True添加注释项"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sDBMTEz766CPy8/Pp0qUL7dq146WXXiIuLo4hQ4agKAphYaW3DZZiIoQQxk6ly1zm5uYs\nXry4yP7o6OhCr01MTPjss8/KFFuKiRBCGLtKsDaXFBMhhDB2Bl53Sx9STIQQwtjlGX9zLCkmQghh\n7CrBZa5KudBjaVavXk2XLl10SwfoY+rUqeTm5uLv709sbGwFZieEEGWkVfTbDOi5LCY7d+6kX79+\n7N69W+/3LFmyBHNz8wrMSgghno6i1eq1GdJzd5krPj6eRo0aMWTIED7++GM8PDzw8fHB0dGR33//\nHUVRWLJkCVeuXGHRokWYmZnh7e3NF198wd69ew2dvhBCFFUJbsA/dyOTmJgYvLy8cHJywtzcnF9+\n+QUAZ2dnIiIi6Nu3L6tWrQIKVtCMiori3XffNWTKQghRskpwmeu5GpncvXuX2NhY7ty5Q0REBJmZ\nmURGRgLQqVPBE+DOzs4cOHAA+KMDoxBCGDUDN77Sx3NVTHbs2MGgQYPw8/MD4OHDh/To0QM7OztO\nnz5NvXr1OHnyJM2aNQP+6MAohBDGzND93fXxXP3XNCYmhgEDBuheV6tWjd69e5OYmMjWrVsZMWIE\nhw4dYvz48QbMUgghykgucz1bO3bsKLIvKCiIy5cvM23aNJo2barb/+eujYDu0te8efMqPlEhhCgL\nA8/U0sdzVUyEEOK5VAkuc/0lismf+x0LIUSlI8VECCFEeSn5xn+ZSzotCiGEkbs3Rr+GYDZffV/B\nmRRPRiZCCGHkKsPUYCkmT8nG0kn1mPeyrmBn1Uz1uOmZl3C276J63JOpPwHQuX53VePGJRfMrPOp\ngPa6EYlbKqwdMEBQY3Xb9gYlFrTt3eCgblyAoSnrOWI/SPW4r6duBuDnBuquLOFybRsAt3p1VTUu\nwAvfHybz44Gqx7VauFWdQFJMhBBClJvx3zKRYiKEEMZOyTP+aiLFRAghjJ3x1xIpJkIIYewqww34\n52ptLijoZ9KyZUv27NlTaL+7uzv+/v4GykoIIcpBq+dmQM9dMQFwcnJi165dutcXLlzg4cOHBsxI\nCCGenqJV9NoM6bksJq1atSI1NZV79+4BBQtAuru7AxAZGcnIkSMZNmwYf/vb38jNzWX69OkcOnQI\ngMuXLzNu3DhDpS6EEEXJyMRwevXqxffff4+iKJw6dYr27duj1WrJyMhg7dq1REVFkZeXx6+//oqX\nlxdbtxbMB9+0aROenuo/hyCEEE9LydNvM6Tntpi4u7uzZ88eTpw4gYuLC1DQDMvMzIxp06Yxc+ZM\nrl+/Tl5eHq6urly5coW0tDTi4uLo1q2bgbMXQog/KFr9NkN6bmdzNWzYkAcPHhAREcG0adNISkoi\nMzOTH374gZiYGB4+fIiHhweKoqDRaHB3dyc0NJTOnTtjZmZm6PSFEOIPMjXYsPr168f27dtxdHQk\nKSkJU1NTqlWrhoeHB+bm5rzwwgvcvHkTAA8PD9588022b99u4KyFEKIwQ4869PHcFZM/d1D08fHB\nx8cHADc3N9zc3Ip9X35+Pq+++mqhboxCCGEMKkMxeW7vmZTFd999x9ixY5k+fbqhUxFCiCKUfI1e\nmyE9dyOTp9GnTx/69Olj6DSEEOKJKsPIRIqJEEIYOUVr2FGHPqTTohBCGLmU1/V7XMHhyMEKzqR4\ncs9ECCGMnKJo9Nr0lZaWRteuXbl8+TKJiYkMHTqUYcOGMWfOHLTagmtqy5Ytw9PTkyFDhnDq1KlS\nY8plrqdUz7a16jGvZ5zDqXZ71eNeuf0vOjqo353ueMphALwaD1A1bkxiwfTsCU28VY0LsOJqNAFN\nhqkeN/RqFADrHUaoGnd4SiQAvzq6qxoX4KXfd3K7j/q/F7W/K/i9SB/0pqpx7TYfAqiwjogPN4Wo\nHrea5yxV4qh5z+TRo0cEBgZStWpVAObOncuUKVNwdXUlMDCQ/fv34+DgwPHjx4mJiSE1NRVfX182\nb95cYlwZmQghhJHT5mv02vQxf/58hgwZQp06dQA4c+YMHTt2BAoeoThy5AgJCQl06dIFjUaDg4MD\n+fn53Llzp8S4UkyEEMLIKVqNXltptmzZQs2aNXnjjTf+iP3fVUAALC0tuX//PpmZmVhZWemOeby/\nJHKZSwghjJxas7k2b96MRqPh6NGjnDt3Dj8/v0IjjqysLGxsbLCysiIrK6vQfmtr6xJjy8hECCGM\nnKLot5Vm/fr1REZGEhERQevWrZk/fz5ubm7Ex8cDEBsbi4uLC87Ozvz0009otVpSUlLQarXUrFmz\nxNh6jUyio6NZsmQJGRkZ//1gBcOic+fO6fP2Z8rHx4egoCBZFkUI8dyoyOdM/Pz8mD17NuHh4Tg5\nOdGnTx9MTU1xcXFh8ODBaLVaAgMDS42jVzFZuXIl69ato3nz5uVOXAghRNmUZdqvviIiInRfR0ZG\nFvm+r68vvr6+esfT6zJXrVq1KlUhWbZsGRs2bAAKOic+XuzR3d2d4OBgRowYgY+Pj+6G0uLFixky\nZAiDBw9m7969BstbCCGeJD9fo9dmSCWOTLZt2waAg4MDEyZMoEePHlSp8sdb3n333YrNTmVZWVn0\n79+f2bNnM336dGJjY7GysuLatWts3LiRnJwcvL296dy5MzY2NoZOVwghgIoZmaitxGLy+KZM9erV\nqV69OgkJCYW+byzFJCsrC3Nzc11Tq8fT3J6kTZs2ANjb25OTk0NKSgpnzpzRjV7y8vJISUmRYiKE\nMBqVYW2uEovJ3LlzAYiLi6Nz586Fvrdv376Ky6qM/P39GT58OB07diQtLY3OnTtz69YtoOCBnD/7\n30Lj5OSEq6srwcHBaLVali9fToMGDZ5Z7kIIUZrKsIJiicVkz5495Obm8sUXXzB58mTd/ry8PFat\nWkXv3r0rPEF9jB49mpCQECwsLBg4cCBvvfUWU6ZM4cSJE7Rt27bE93bv3p3jx48zbNgwHjx4QM+e\nPQs9rCOEEIZW6UcmWVlZnDx5kqysLN0lLwBTU1OmTp1a4cnpy9nZmS1bthTa96R1ZA4cOKD7+qOP\nPtJ9PWPGjIpLTgghyilfa/yPBJZYTLy8vPDy8uLo0aO89tprzyonIYQQf1LpL3M9VqNGDSZPnszd\nu3f5c/uTdevWVVhiQgghCmgr+2yux/z8/Bg8eDDNmzcvcaaUEEII9VWGqcF6dVr08vIiJibmWeQj\nhBDif5xsqF/PIOek7RWcSfH0Gpl06dKFiIgIunTpgoWFhW6/g4NDhSUmhBCiQGW4zKXXyKR79+5F\n36jRsH///gpJqjJwrNVO9Zi/p/1C+3qdSz+wjP51PY7eDd9SPe6+pG8B+L8mg1SN+83Vgpl4FdUR\ncVUDdbshAvztWsHaRj83UPdBXpdrBatQXHd7U9W4APViD3F/ivodHK0/3wlA1tz/UzWu5YxvAHi4\n+3NV4wJU6z+FR7evqB7XrLaTKnHiHTz0Os41ZUvpB1UQvUYmf55SK4QQ4tmqBJO59Fvo8c6dO7oe\nwS4uLkyaNInbt29XdG5CCCEouMylz2ZIehWTwMBAXnrpJfbv38+BAwdo164dAQEBFZ2bEEIICmZz\n6bMZkl7FJCkpiTFjxmBlZYWNjQ3vv/8+KSkpFZ2bEEIIQKvnZkh6FRONRkNqaqrudUpKSqGl6I2V\nj48Ply9ffuL3unfvTk5OzjPOSAghyk5Bo9dmSHpVhA8//JDBgwfTrl3BDKZ///vfBAcHV2hiQggh\nCuRVgqnBeo1M2rVrh7e3NykpKSQnJ9OjRw9Onz5d0bmporiuiwBarZZevXrpettHRUWxZs0ag+Qp\nhBDFqQwjE72KyeN7JN26daN79+7Url27ovN6JkxMTHB3d2f37t0A7Nixw2gafgkhxGOV4Z6J3jc+\nwsLCKjIP1ZSl6yKAp6cnU6dOpUOHDtSuXfu5KZRCiOeHoUcd+tBrZNKzZ09iYmJISkoiJSVFtxkj\nf39/EhIS0Gq1pKWl0aJFi2K7LkLBkjDW1tasXLkST0/PZ52uEEKU6rkZmTx48ICwsDDs7Ox0+4x1\nOZWn6bro7e1NSEgICxcufMbZCiFE6fIrwchEr2Jy8OBBjh49StWqVSs6n3J7mq6LeXl5DBo0CFNT\n0wrPTwghyqoSdO3Vr5jUr1+fu3fvVopiUlbh4eH8/PPPLF++3NCpCCHEE2mfl5HJo0eP6N+/P82b\nN9fd2Ibno9PitGnTDJ2CEEKUqDIs9KhXMRk/fnxF5yGEEKIYhr65rg+9+pkIIYQwnE32w/U6zjN1\nfQVnUjzjX2BLCCH+4vINnYAepJg8Jem0+EenxQlNvFWNu+JqNACfNdbvX2NlEZi4nqUN1e+06JtU\n0GnxUF0vVeO+eSMGgGuuRbudlleD+ANkTntH9bhW4TsAeLB0oqpxq/sWTJJ5uH+1qnEBqvUYR27i\nSdXjmjd2ViXOczObSwghhOE8N7O5hBBCGE5luLEtxUQIIYycXOYSQghRbpVharAUEyGEMHL5Ko1M\n8vPzmTVrFr///jumpqbMnTsXRVHw9/dHo9HQvHlz5syZg4mJCcuWLePQoUNUqVKFmTNn8vLLL5cY\nu1IUk9WrV7Nu3Tr279+PhYVFhf2cCxcucO/ePTp06FBhP0MIIcpKrZHJwYMHAdi4cSPx8fG6YjJl\nyhRcXV0JDAxk//79ODg4cPz4cWJiYkhNTcXX1/eJaxz+mV5L0Bvazp076devn66JVUXZt28fly5d\nqtCfIYQQZaXWEvQ9e/bUtVxPSUmhdu3anDlzho4dOwLg5ubGkSNHSEhIoEuXLmg0GhwcHMjPz+fO\nnTslxjb6YhIfH0+jRo0YMmQI69cXPN3p4+PD5cuXAdiwYQNLly4F4Msvv2TgwIGMGTOGYcOGER8f\nz9KlS5/YtnfJkiUMHjwYLy8v1q5dy40bN9i6dStr167l1KlTBvikQgjxZIpGv00fVapUwc/Pj+Dg\nYPr06YOiKLomgpaWlty/f5/MzEysrKx073m8v8S4T/3pnpGYmBi8vLxwcnLC3NycX3755YnHnT9/\nnh9//JFNmzbx6NEj3N3dS4y7bds2IiMjqVu3Llu2bKFu3boMHDiQ2rVrl3ptUAghniW1b8DPnz+f\njz76CG9vb3JycnT7s7KysLGxwcrKiqysrEL7ra2tS4xp1COTu3fvEhsby7p16xgzZgyZmZlERkYW\nOubx0mKXL1/mpZdewtTUlKpVqxbbCOux8PBwwsPDGTNmDPfu3auwzyCEEOWVr+dWmm3btrFq1SoA\nqlWrhkajoW3btsTHxwMQGxuLi4sLzs7O/PTTT2i1WlJSUtBqtdSsWbPE2EY9MtmxYweDBg3Cz88P\ngIcPH9KjRw+aN2/OrVu3aNq0KWfPnqVu3bo0a9aMiIgItFoteXl5nD17FgALC4sibXtzc3P59ttv\nCQ8PR1EU+vfvT//+/dFoNGi1lWESnhDir0St50x69+7NjBkzGD58OHl5ecycOZOmTZsye/ZswsPD\ncXJyok+fPpiamuLi4sLgwYPRarUEBgaWGtuoi0lMTAwLFizQva5WrRq9e/emXr16fPbZZ9jb21On\nTh0AWrZsSdeuXfH29sbOzg4zMzOqVKlC3759i7TtNTc3p0aNGgwYMIAaNWrQuXNnHBwcaNu2LQsW\nLKBp06Z06tTJIJ9ZCCH+l1r/xK1evTr/7//9vyL7//eKD4Cvry++vr56xzbqYrJjx44i+4KCgoCi\nPVbS0tKwsbFh06ZN5Obm0r9/f+zt7XFwcHjilLZJkyYxadKkQvvefPNN3nzzTdXyF0IINVSG6yVG\nXUzKws7OjtOnTzNo0CA0Gg1eXl44ODgYOi0hhCg3WZvrGTIxMWHu3LmGTkMIIVQna3MJIYQot8rQ\nHEva9gohhJEL1bNRXECitO2tdOrZtlY95vWMc7Sqo/66YOdvnqBzffU79cUlHwDAvdHbqsbd+Z9d\nAIxt4qlqXIA1VzfxSZOhqsddcLVglYV19dXt4jgyuWCWzRH7QarGBXg9dXOFdXAE9btDPo57f7K6\nv28A1l/s4sGXk0o/sIyqf7BMlThyA14IIUS5VYbLR1JMhBDCyMnIRAghRLnlaYx/bCLFRAghjJzx\nlxIpJkIIYfT+8pe5Vq9ezZEjRzAxMUGj0TB16tRSV/P9MzU6H3bu3Jm4uLinfr8QQhiathKMTSqs\nmFy6dIkDBw6wYcMGNBoN586dw8/P74nrbRVn37591K5dW9roCiH+0oy/lFRgMalZsyYpKSls2rQJ\nNzc3WrduzaZNm7hw4QIhISHciGa5AAAabElEQVQA2NraEhYWxtmzZ1m5ciUmJibcunWLwYMH07Nn\nT7Zu3YqZmRkvvvgi2dnZLFmyBFNTUxo2bMhnn33Gzp07OXjwINnZ2dy6dYuRI0eyf/9+fvvtNz75\n5BN69uxJbm4uU6dOJTU1lZYtWxIUFERmZiYBAQGkp6cDMGvWLFq2bEm3bt1wcnLCycmJgICAijo1\nQghRJn/py1w1a9ZkxYoVREZG8uWXX1K1alWmTp3KV199RVhYGM2aNSMmJoY1a9bw+uuvc+PGDbZt\n24ZWq8Xd3Z233npL1/nwpZde4q233iIqKopatWrx+eefs3XrVqpUqUJWVhZff/01u3fvZu3atURH\nRxMfH8+6devo2bMn2dnZfPTRR9SvX58PP/yQAwcOcPLkSTp16sSwYcO4evUqM2bMYMOGDaSmprJl\nyxbs7Owq6rQIIUSZ5VeCsUmFFZPExESsrKx0iy/++uuvjBs3juzsbD799FMAHj16hKOjIwDt27fH\n3NwcgObNm/Of//xHF+vOnTvcvHmTKVOmAJCdnU3nzp1p1KgRrVsXPIlubW1N06ZN0Wg01KhRQ9eK\n0sHBgfr16+t+xu+//87Fixc5duwYe/fuBdB1WrSzs5NCIoQwOn/pkcmFCxfYsGEDK1euxMLCAkdH\nR6ytralbty7z58/HwcGBhIQEXRfEc+fOkZ+fT25uLpcuXaJx48bExcWh1Wqxs7OjXr16LF++HGtr\na/bv30/16tVJTU1Foyl5Oc3r169z8+ZN6tSpw8mTJxk0aBC3bt3inXfewd3dnbS0NGJiYoCClYeF\nEMLYKH/lkUnv3r25fPkyXl5eVK9eHUVR+OSTT6hXrx5+fn7k5xesgxkaGsrNmzfJy8vj/fffJyMj\ngwkTJlCzZs1CnQ8DAgIYN24ciqJgaWnJggULSE1NLTUPW1tbQkJCuHHjBu3bt6dr1668/PLLBAQE\nEB0dTWZmZpEmWUIIYUz+0iMTgAkTJjBhwoQi+yMiIgq9vnnzJk2bNmXJkiWF9v9v58MuXboU+r6H\nh4fuazc3N9zc3ABo3bo1X331FQCHDx8u8vPt7OxYvnx5kf0yhVgIYYz+0lODhRBCqMP4S4mRFBNX\nV1dcXV0NnYYQQhilvEpQToyimAghhCheZbgBL50WhRDCyL2nZ6O4r69uquBMiicjk6dkVd1R9ZiZ\nD36nbo1Wqse9cfc8L9ZV/zLimRvxALzZoKeqcQ9d+wGAASp3cATY/p9d+DT2KP3AMopI3AJAsJ7t\nVfU1+79tWL9qoG4HR4Ax1yI5VNdL9bhv3iiYah/voO55dk0pOMfJr6nfHbL+0QPcn9RP9bjWy/ao\nEqcyjEykmAghhJH7y08NFkIIUX75leBuhBQTIYQwcvKciRBCiHKTeyZCCCHKrTLcMzG6lQ2TkpLw\n9fXFx8eHIUOG6PqPPElKSgoHDhwoNta1a9fw9vauqFSFEOKZ0KLotRmSURWT7OxsJk6cyNixY4mI\niGDjxo20a9eO6dOnP/H4Y8eOcfLkyWecpRBCPFuKnv8zJKO6zHXo0CE6dOhAu3btdPsGDhzIhg0b\nuHLlCoGBgTx69IiqVauyePFiVq9eTXZ2Nu3bt8fe3p7g4GBMTU2xsLAgODgYKOiFMn78eO7cuUPX\nrl354IMPSE1NZfbs2eTk5OiOzc/PZ8KECdja2uLm5sb7779vqNMghBCFyGyuMkpKSqJRo0ZF9jdo\n0AAvLy+WLFmCm5sbe/bs4fz584wbN44rV67Qo0cPPDw8CA0NpXXr1vzwww/MmzePTz75hAcPHrBw\n4UKqV6/O8OHD6dGjBytXrsTHx4euXbty9OhRFi1axNSpU7l16xabN2/WNekSQghjYOhLWPowqmJS\nt25dTp06VWT/1atXycnJoX379gD061fwpOqWLVt0x9y8eVPXdbFDhw4sXrwYgFatWmFtbQ3ASy+9\npOu0uGrVKtasWYOiKJiZmQEFRUsKiRDC2FSGG/BGVUwejxpOnTrFyy+/DEBMTAw1a9aka9eu/Prr\nr7z++uvs2LGDu3fvYm1tjVZbcJrr1KnD+fPnadWqFSdOnKBJkyYAXL58maysLCwsLDh16hSDBw/G\nycmJ9957D2dnZy5fvsyJEycA6bQohDBOat0PefToETNnziQ5OZnc3FwmTJhAs2bN8Pf3R6PR0Lx5\nc+bMmYOJiQnLli3j0KFDVKlShZkzZ+r+m1wcoyomlpaWrFy5krCwMDIyMsjPz6dly5aEh4eTnp5O\nYGAgK1asoGrVqixcuJCUlBRWrFjBiy++SEhICMHBwSiKgqmpKWFhYQDUqFGDqVOncufOHfr160ez\nZs3w8/MjKCiInJwcsrOzCQgIMPAnF0KI4ql1mWvHjh3Y2tqycOFC0tPTGThwIK1atWLKlCm4uroS\nGBjI/v37cXBw4Pjx48TExJCamoqvry+bN28uMbZRFROARo0asXLlyiL7bWxs+Oabbwrts7W15bvv\nvtO9Xr9+fZH37dixo8i+hg0b6jox/ll0dPTTpCyEEBVKrcXd33rrLfr06aN7bWpqypkzZ+jYsSNQ\n0LE2Li4OR0dHunTpgkajwcHBgfz8fO7cuUPNmjWLjS3XdYQQwsjlo+i1lcbS0hIrKysyMzOZPHky\nU6ZMQVEUNBqN7vv3798nMzMTKyurQu+7f/9+ibGlmAghhJFT86HF1NRURo4cyYABA3B3dy90rzgr\nKwsbGxusrKzIysoqtP/xRKbiSDERQggjpyiKXltpbt++zXvvvcfHH3+Mp2dBw602bdoQH1/Qmyg2\nNhYXFxecnZ356aef0Gq1pKSkoNVqS7zEBdJpUQghjF63Br30Ou7gte9L/H5ISAh79+7FyclJty8g\nIICQkBAePXqEk5MTISEhmJqasnTpUmJjY9FqtcyYMQMXF5cSY0sxeUpVzOurHjMvN5mqVYs+tFle\n2dn/oXGtkqf1PY3EtIJngpztu6ga92TqTwB0cnhT1bgAx1IO0bdhX9Xj7k3aC8BYPdur6mvNf9uw\nBqncwREgKHF9hXVwBFhbX93Yo5IL4p6oP1DVuAAdkrdyuW2f0g8so6anvyv9ID3o2830cZdSQzC6\n2VxCCCEKk+VUhBBClJsspyKEEKLcpJgIIYQot8pwa1uKiRBCGLnKMDJ5Js+ZxMfH4+LiQmpqqm7f\nokWLCq36W1H8/f2JjY2t8J8jhBAVpTI0x3pmDy2amZkxY8aMSjFcE0IIY5KvaPXaDOmZXebq1KkT\nWq2W9evXM2LEH/PPv/76a3bv3k2VKlVwcXHh448/xsPDgy+++IIGDRqwd+9eEhIS+PDDDwkICCA9\nPR2AWbNm0bJlS3r16kX79u1JTEykU6dO3L9/n1OnTuHo6MjChQsBiIqK4quvviI/P5/Q0FAaN25M\nREQEu3btQqPR0K9fP0aOHIm/vz8ZGRlkZGSwatUqatSo8axOjxBCFKsy/CP8mS6nEhQUxNq1a7l6\n9SpQsN7L3r172bhxIxs3biQxMZGDBw/i6enJtm3bANi6dSve3t6sXLmSTp06ERERQXBwMEFBQQAk\nJyczZcoUIiMjWbduHcOGDSMmJoaEhATu3bsHgLOzM9988w3vv/8+Cxcu5NKlS+zZs4eoqCiioqL4\n4YcfuHLlClBQ9DZu3CiFRAhhNNRcm6uiPNMb8HZ2dsycORN/f3+cnZ3JycmhXbt2uk6HLi4u/Pbb\nbwwbNoyhQ4fi5eVFZmYmLVq04OLFixw7doy9ewueNH5cKGxtbXFwcACgevXqNGvWDABra2tycnJ0\ncQHat2/PggULuHjxIikpKYwaNQqAu3fv8p///AcAR0fHZ3MyhBBCT4a+H6KPZ77QY/fu3XF0dGTr\n1q267od5eXkoisKJEydwdHTEysqKtm3bMnfuXDw8PABwcnJi1KhRRERE8Pnnn+Pu7g6gWzq5JI9b\nAf/88880b94cJycnmjVrxrp164iIiMDDw4MWLVroHU8IIZ4lraLotRmSQaYGBwQEcOzYMSwtLenb\nty9Dhw5Fq9Xy6quv0rNnwRo0Xl5ejB07Vtcxcfz48QQEBBAdHU1mZiaTJk3S++f98ssvjBw5Eo1G\nQ1hYGPXr1+e1115j6NCh5Obm8vLLL1O3bt0K+axCCFFelWFk8kyKiaurK66urrrXVlZWHDx4UPd6\n9OjRRd7j7OzMyZMnda/t7OxYvnx5kePi4uKe+PX27dsBmDdv3hNzGjt2LGPHji20r7hjhRDCkAw9\nU0sf8tCiEEIYOUNfwtKHFBMhhDBycplLCCFEuVWGkYk0xxJCCCPnVLu9Xsdduf2vCs6keDIyeUqW\n1ZuoHjPrwVXq272oetzk9DO8XO811eOeun4UgB4Neqsad/+1fQD0qYCOiN8l7cWnsYfqcSMSC9aZ\nC1W5I2JA4nqACuuIuKfuENXj9ruxEYBvVY791n/jXnPtrmpcgAbxB7gzsKvqcWtuPaxKnHwlX5U4\nFUmKiRBCGLnKcAFJiokQQhg5Qy+Vog8pJkIIYeRkZCKEEKLcKsNsLikmQghh5OQ5k/+Kj49nypQp\nNGvWDEVRyMvLY+TIkfTr16/Cf3b37t3Zu3cvFhYWFf6zhBCiIshyKn/SqVMnlixZAhT0MfHx8cHR\n0ZHWrVs/qxSEEKJSknsmxbC0tGTw4MF8++237NmzhxMnTqAoCqNGjaJv37788ssvhIaGoigKdevW\nZdGiRSQmJhISEgIU9DAJCwvj7NmzrF69GjMzM65fv86QIUM4duwY58+fZ+TIkQwbNgyAwMBAkpOT\nqVWrFvPnz8fU1JQ5c+aQmJiIVqtlypQpuLq68vbbb9OkSRPMzc0JDw83xKkRQogi5J5JCWrVqsXX\nX39NmzZt2LhxIzk5OXh7e9O5c2dmz57NkiVLaNq0KevXr+fy5ct8+umnhIWF0axZM2JiYlizZg2v\nv/46169fZ9u2bZw5c4YPP/yQ77//nhs3bjBp0iRdMRk6dCivvPIKCxYsIDo6mipVqmBnZ0dYWBjp\n6emMGDGC3bt38+DBAyZOnEibNm0MdVqEEKIIGZmUICUlBXd3d3bs2IGPjw8AeXl5pKSkkJaWRtOm\nTQEYPrzgieLHBQXg0aNHuo6IzZs3x8zMDGtraxo1aoS5uTk1atTQdVk0MzPjlVdeAQqWtY+Li0NR\nFBISEnRNs/Ly8nS95aXTohDC2MhzJsXIzMwkJiYGT09PXF1dCQ4ORqvVsnz5cho0aECdOnW4evUq\nTZo0YfXq1Tg6OuLo6Mj8+fNxcHAgISGBW7duAaV3Rnz06BHnzp2jdevWuk6LeXl51KtXj/Hjx5Od\nnc2KFSt0Pd9NTJ5580khhCiRjEz+5NixY/j4+GBiYkJ+fj6+vr706tWLefPmMWzYMB48eEDPnj2x\nsrLi008/ZebMmZiYmPDCCy8watQo7O3t8fPzIz+/YI2a0NBQbt68WerPNTMzIyIigsTERBwcHJg+\nfTqKojBr1ixGjBhBZmYmw4YNkyIihDBaMpvrv1xdXTl69OgTvzdjxowi+15++WWioqIK7Wvbti0R\nERGF9jk6Ouo6ODZt2lT3fRsbG7799lsAvvvuuyf+3AULFhTZd+DAgVI+iRBCPHtyA14IIUS5yWUu\nIYQQ5SZPwAshhCi3yjAykU6LQghh5KqY19fruLzc5ArOpHhSTIQQQpSbzIcVQghRblJMhBBClJsU\nEyGEEOUmxUQIIUS5STERQghRblJMhBBClJsUEyGEEOUmT8CXwy+//MKiRYuIiIjgzJkzzJkzB3Nz\nc1q3bk1AQIBuJeKHDx8yZMgQpk+fjpubG0lJSfj7+6MoCg4ODgQHB1OtWrUyxR0/fjwZGRmYmZlh\nYWHBmjVrSExMxN/fH41GQ/PmzZkzZ06R1ZCfNvZjYWFhODo6MnToUFXinjt3juDgYExNTTE3N2f+\n/PnUrl273HEvXbrE7NmzURSFVq1aMXv2bExNTVU9Fzt37iQyMpJ//vOfqsQ9c+YM48ePp0mTJkBB\nU7d+/fqVO25aWhqzZs3i3r175Ofns2DBAho1aqRKzlOnTuX27dsAJCcn065dO1177vL+XsyZMwdT\nU1OaNGlCaGhood/l8pzj4v5OyxJ7y5YtbNiwgfz8fHr06MEHH3zAnTt3+Oijj8jOzqZOnTrMnTu3\n0N/1c08RT2X16tXK22+/rXh5eSmKoigDBw5UEhISFEVRlPDwcGXbtm26Y/39/ZUBAwYohw8fVhRF\nUXx9fZUdO3YoiqIo0dHRypdfflnmuH379lW0Wm2hnP72t78px44dUxRFUWbPnq3s27fvqXJ+Uuy0\ntDRlzJgxSo8ePZSoqCjV4g4fPlw5e/asoiiKsmHDBiUsLEyVuBMmTFCOHz+uKIqi+Pn5qXouFEVR\nzp49q4wcOVL3fjXiRkdHK1999VWRn1XeuH5+fsru3bsVRVGUo0ePKgcPHlT1XCiKomRkZCjvvPOO\ncuPGDVXiTpw4UTl06JCiKIoybdo0Zf/+/arELenvVN/YiYmJiqenp/Lw4UMlPz9fWbJkiZKbm6sE\nBwcrmzdvVhRFUVatWqX84x//eOK5el7JZa6n1KhRI5YuXap7fePGDZydnYGCjo4JCQkAfPXVV7Rv\n355WrVrpjr106RJubm5FjtU37u3bt7l37x7jx49n6NChHDx4EIAzZ87QsWNHANzc3Dhy5EiZcy4u\ndlZWFr6+vgwYMOCpzkVxccPDw2ndujUA+fn5WFhYqBJ36dKldOjQgdzcXG7dukWtWrVUyzk9PZ1F\nixYxc+ZMVc/F6dOnOXToEMOHD2fmzJlkZmaqEvfkyZPcuHGDUaNGsXPnTt3viBqxH1u6dCkjRoyg\nTp06qsRt3bo1GRkZKIpCVlYWVapUUSVucX+nZYl95MgR2rZti5+fHyNGjMDZ2RkzMzMSEhJ44403\ngCf//T3vpJg8pT59+hT6BW/YsCHHjx8H4ODBgzx8+JCjR4+SmJiIt7d3ofe2bt1a1ztl//79PHz4\nsExxHz16xHvvvceXX37JsmXLmDt3LmlpaSiKous8aWlpyf3798ucc3GxGzZsSLt27Z76XBQX9/F/\nfE6ePElkZCSjRo1SJa6pqSnJycm8/fbbpKenF2nH/LSxb9++TUBAADNnzsTS0lLVc/Hyyy/zySef\nsH79eho2bMiXX36pStzk5GRsbGxYu3Yt9vb2/P3vf1ctZ4C0tDSOHj2Kh4eHanEfX9rq27cvaWlp\nur5F5Y37pGPLmnN6ejo///wzoaGhLF26lJCQEO7du0dmZibW1tbAk//+nndSTFQSFhbGqlWrGDdu\nHLVq1cLOzo5NmzZx8eJFfHx8+PHHH1m4cCHnzp3Dz8+PAwcOMGbMGExMTLCzsytT3Nq1azNkyBCq\nVKlCrVq1aN26Nb///nuha79ZWVnY2NiUOefiYpf3XJQUd8+ePcyZM4fVq1dTs2ZN1eLWr1+fffv2\nMXToUObNm6dKzleuXCExMZGgoCCmTZvGpUuXCA0NVSXnXr160bZtWwB69erF2bNnVYlra2tL9+7d\nAejevTunT59W5Vw8Ps/ffvstb7/9dpF7UuWJGxoayvr16/n222959913S/z/ryxxn3RsWXO2tbWl\nY8eOWFlZUatWLZo2bcrVq1exsrIiKysL0O/v73kjxUQlhw8fJiwsjNWrV5ORkUHnzp1ZvHgxGzdu\nJCIigjfeeIOPP/6Y1q1bc+TIET744AO++uorTExMeP3118sU98iRI0yZMgUo+KX97bffcHJyok2b\nNsTHxwMQGxuLi4tLmXMuLnZ5z0Vxcbdv305kZCQRERE0bNhQtbjjx4/n6tWrQMG/Ektry6xv7GbN\nmrF7924iIiIIDw+nWbNmBAQEqJLzmDFjOHXqFABHjx7lxRdfVCXuq6++yuHDhwE4ceIEzZo1U+08\nP8718WVbteLWqFEDKysrAOrUqcO9e/dUifukY8uas7OzM8ePHycnJ4cHDx5w+fJlGjVqhLOzs+48\nx8bG8uqrr5Z6Tp4nMptLJY0bN2bcuHFUq1YNV1dXunbtWuyxjo6OzJw5E3Nzc5o3b05gYGCZ4/70\n0094e3tjYmLCtGnTqFmzJn5+fsyePZvw8HCcnJzo06fPU+X8pNhqnIv/jVujRg1CQ0Oxt7fH19cX\ngA4dOjB58uRy5ztu3Dj8/f0xMzOjWrVqhISEGPW5qFmzJkFBQQQHB2NmZkbt2rUJDg5WJa6fnx+z\nZs1i48aNWFlZsXjxYlXPxe+//17qPwTKGjckJISpU6dSpUoVzMzMVDsXZfk7LSn2oEGDGDp0KIqi\nMHHiRGxtbZkwYQJ+fn5ER0djZ2dX6nl+3sgS9EIIIcpNLnMJIYQoNykmQgghyk2KiRBCiHKTYiKE\nEKLcpJgIIYQoNykmQgghyk2KiRBCiHKTYiJECT7++GOio6N1r318fPjll18YPXo0AwcOZOjQobpl\nTx4vnTNo0CC6devGhg0bgIJFEMeMGUO/fv2IiooyyOcQoqLJE/BClGDQoEEsXboUb29vkpOTuXPn\nDnPnziUwMJA2bdpw6dIlPvjgA7777jtiYmKYOHEir732GklJSbzzzju6vi+5ubns2bPHwJ9GiIoj\nT8ALUQJFUejduzf/+Mc/2L59O4qisHLlSpo2bao75s6dO+zYsQMbGxt+/PFHLly4wMWLF9m1axcX\nLlxg6dKlZGdn8/HHHxvwkwhRsWRkIkQJNBoN7777Lrt372bv3r2sWrWKr7/+mu3bt+uOuX79Ora2\ntkyePBkbGxu6detGv3792LVrl+6YqlWrGiJ9IZ4ZuWciRCk8PDzYuHEj9vb21K9fnyZNmuiKSVxc\nHMOHD9d9PXnyZHr27ElsbCxQ0PBLiL8CGZkIUQp7e3vs7e0ZOHAgAAsXLiQoKIg1a9ZgZmbGkiVL\n0Gg0+Pr6MmzYMCwsLGjVqhX169fn2rVrBs5eiGdD7pkIUQJFUbh58yY+Pj7s2rULc3NzQ6ckhFGS\ny1xClOC7775jwIABTJs2TQqJECWQkYkQQohyk5GJEEKIcpNiIoQQotykmAghhCg3KSZCCCHKTYqJ\nEEKIcvv/+iT1l0HYvIoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcf14630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, linewidths=.5)#加上间距"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7EhoaioeHBw4ODtjb29OjR4+7yvY6OjpSvXp1evfuTfXq1WnXrh2enp60aNGC\nWbNm0ahRI9q2bWuV5yyEEH9lqWRSrVo1/t//+3937f/riA/AmDFjGDNmjMmxNYqi0tKhj1h2djbf\nfvstgwYNoqSkhF69evH111/j6elp8cfKv7XT4jEBSgzqDLflFqtzx1N6vnpljs/fVCf2lUJ1RnYP\n/K5eFdJTGeq8RQt+zVMlrjaj/Ilac2jOlX9F0cO6mntElbgA188uMTvG3CM/mHTchGe7mv1YD8um\neyYPwsPDg19//ZV+/fqh0WgICQlRJZEIIcSjJnfAP0J2dnbMmDHD2s0QQgiLk1WDhRBCmM1BeiaP\nJ3s7dZZ0KVXUiVvVvkSVuHWrqXflm5NKFRGrO6ozF5NTrE4FQICieo6qxP0Nd1Xi0kKluEDB8eqq\nxH3ivIcqcS1FhrmEEEKYTYa5hBBCmE0rPRMhhBDmkmEuIYQQZrO36YWvykgyEUIIG6eVORMhhBDm\nqgQdE3WTyZIlS9izZw92dnZoNBrGjRtX4Wq+f2aJyoft2rVj9+7dD/33QghhbX/rOZMzZ86wfft2\nkpKS0Gg0HD9+nMjISDZs2GByjO+//55atWpJGV0hxN/a3zqZ1KhRg8zMTFavXk2HDh1o1qwZq1ev\n5uTJk0yfPh0Ad3d34uLiOHbsGIsWLcLOzo5r164RFhZGYGAga9euxcHBgWeeeYaioiLmzZuHVqul\nQYMGfPTRR2zcuJEdO3ZQVFTEtWvXGDJkCNu2beP06dO8//77BAYGUlJSwrhx48jKyqJJkyZMmzaN\n/Px8Jk2aRG5uLgCTJ0+mSZMmdOrUCW9vb7y9vZk0aZJap0YIIR7I33rOpEaNGnz++ecsX76czz77\njCpVqjBu3Di+/PJL4uLi8PHxITk5mS+++IKXXnqJK1eusG7dOgwGA0FBQfzjH/8wVj589tln+cc/\n/kFiYiI1a9bkk08+Ye3atdjb26PT6fjqq6/YvHkzS5cuZdWqVaSmprJs2TICAwMpKiri3XffpV69\nerzzzjts376dgwcP0rZtWwYOHMiFCxf44IMPSEpKIisrizVr1uDhYdt3wwoh/l7+1ldzpaen4+Li\nYlx88ciRIwwfPpyioiI+/PBDAG7duoWXlxcArVq1wtGxbNkIX19ffvvtN2OsnJwcrl69SkREBABF\nRUW0a9eOhg0b0qxZMwBcXV1p1KgRGo2G6tWrG0tRenp6Uq9ePeNjnD9/nlOnTrFv3z62bt0KYKy0\n6OHhIYlECGFz/tbDXCdPniQpKYlFixbh5OSEl5cXrq6u1KlTh5kzZ+Lp6UlaWpqxCuLx48cpLS2l\npKSEM2fO8NRTT7F7924MBgOxtPPEAAAXwUlEQVQeHh48+eSTLFy4EFdXV7Zt20a1atXIyspCoyn/\nLF++fJmrV69Su3ZtDh48SL9+/bh27RqvvvoqQUFBZGdnk5ycDJStPCyEELbmb30HfLdu3Th79iwh\nISFUq1YNRVF4//33efLJJ4mMjKS0tBSA2NhYrl69il6v56233iIvL4+RI0dSo0aNOyofTpo0ieHD\nh6MoCs7OzsyaNYusrKwK2+Hu7s706dO5cuUKrVq1omPHjjz33HNMmjSJVatWkZ+fz+jRo9U6DUII\nYbbKsDaXTVRaTE1NZeXKlcybN8/aTTFJUeleVeIWl6pTaVGnV2fV4Osl6n1dylGpOmRWgTqrBu+7\nqs7KvgBHr6u0avAl9VZ9VkvBcXXeI9rz6lSdBDiTPNjsGD9e2mLScYH1epr9WA9LbloUQggb97ee\nM3kQAQEBBAQEWLsZQghhkxzsrD6AVCGbSCZCCCHuT3omjyl7TTV1Aqt0yYZCripx9Qa9KnEB1Poe\n5mhXqkpcNSstOqhUdbKKnTpzMfl69a6KvKS4qRK30MY/rCWZCCGEMFtluGlBkokQQti4Cm6nswmS\nTIQQwsbJMJcQQgizyTCXEEIIs2kqwR3wkkyEEMLGVYJRLtvrPWVkZDBmzBjCw8Pp37+/sf7IvWRm\nZrJ9+/b7xrp48SKhoaFqNVUIIR4Jjca0zZpsKpkUFRUxatQo3nzzTRISEli5ciUtW7ZkwoQJ9zx+\n3759HDx48BG3UgghHi2NiZs12dQw186dO2ndujUtW7Y07uvTpw9JSUmcO3eO6Ohobt26RZUqVZg7\ndy5LliyhqKiIVq1aUbduXWJiYtBqtTg5ORETEwOU1UIZMWIEOTk5dOzYkbfffpusrCymTJlCcXGx\n8djS0lJGjhyJu7s7HTp04K233rLWaRBCiDv8rZegfxgZGRk0bNjwrv3169cnJCSEefPm0aFDB7Zs\n2cKJEycYPnw4586do0uXLvTt25fY2FiaNWvGjz/+yMcff8z7779PQUEBs2fPplq1agwaNIguXbqw\naNEiwsPD6dixI3v37mXOnDmMGzeOa9eu8c033xiLdAkhhC2w9hCWKWxqmKtOnTpcvHjxrv0XLlyg\nuLiYVq1aAdCzZ0/at29/xzFXr141Vl1s3bo1p0+fBqBp06a4urqi1Wp59tlnjZUWFy9eTHh4OJ99\n9hk5OTlAWdKSRCKEsDUyzPWAbvcaDh8+zHPPPQdAcnIyNWrUoGPHjhw5coSXXnqJDRs2cP36dVxd\nXTEYymoy1K5dmxMnTtC0aVMOHDjA008/DcDZs2fR6XQ4OTlx+PBhwsLC8Pb25o033sDPz4+zZ89y\n4MABQCotCiFsk6USxa1bt5g4cSKXLl2ipKSEkSNH4uPjQ1RUFBqNBl9fX6ZOnYqdnR0LFixg586d\n2NvbM3HiRONn8v3YVDJxdnZm0aJFxMXFkZeXR2lpKU2aNCE+Pp7c3Fyio6P5/PPPqVKlCrNnzyYz\nM5PPP/+cZ555hunTpxMTE4OiKGi1WuLi4gCoXr0648aNIycnh549e+Lj40NkZCTTpk2juLiYoqIi\nJk2aZOVnLoQQ92epO+A3bNiAu7s7s2fPJjc3lz59+tC0aVMiIiIICAggOjqabdu24enpyf79+0lO\nTiYrK4sxY8bwzTfflBvbJiotVjZ6wyF14iqFqsQtKlVn1eAbJeqtGpyvV6fTrrulTtz/ZKv3vex8\nvjqxT+RVwlWDM9VZ9bnwpDoVHAHOz3zF7Binr28y6Tjf6uU/lk6nQ1EUXFxcyM3NJTg4mJKSElJS\nUtBoNPz444/s3r0bLy8vioqKGD58OACvvfYaX331FTVq1LhvbBnXEUIIG2enUUzaKuLs7IyLiwv5\n+fmMHTuWiIgIFEVB838z/M7Ozty8eZP8/HxcXFzu+LubN2+W30bznqIQQgi1WfKmxaysLIYMGULv\n3r0JCgq6Y65Yp9Ph5uaGi4sLOp3ujv2urq7lxpVkIoQQNs7OxK0iv//+O2+88QbvvfcewcHBADRv\n3pzU1FQAUlJS8Pf3x8/Pj127dmEwGMjMzMRgMJQ7xAU2NgFfWdjbVVUlrp2izv+OUqVYlbjO9tdV\niQvgqFJ1QQeNOt+fnvFQb/7IoZJ95Ss1qHeRqkFxUiVuXtXqqsS1FEvdZ7Jo0SJu3LjBwoULWbhw\nIQCTJk1i+vTpxMfH4+3tTffu3dFqtfj7+xMWFobBYCA6OrriNsoE/MM4pUpUg6JO6dfC0t9ViVuk\nVy+Z3FLpVXmzRJ1P5qtF6n2AnrquzpeMUzdU+vKiYjJJy1YpmeQZVIkLkDbgZbNj/Ja/0aTjGroE\nmf1YD0t6JkIIYeOkOJYQQgizSTIRQghhtkqQSySZCCGErZNKi0IIIcxWGXomj+Siw9TUVPz9/cnK\nyjLumzNnDmvWrFH9saOiokhJSVH9cYQQQi1SafFPHBwc+OCDD5ArkYUQ4sFoTdys6ZENc7Vt2xaD\nwcCKFSsYPHiwcf9XX33F5s2bsbe3x9/fn/fee4++ffvy6aefUr9+fbZu3UpaWhrvvPMOkyZNIje3\nbNHCyZMn06RJE7p27UqrVq1IT0+nbdu23Lx5k8OHD+Pl5cXs2bMBSExM5Msvv6S0tJTY2Fieeuop\nEhIS2LRpExqNhp49ezJkyBCioqLIy8sjLy+PxYsXU726bd/IJIT4e7B2r8MUj/Te2mnTprF06VIu\nXLgAlK33snXrVlauXMnKlStJT09nx44dBAcHs27dOgDWrl1LaGgoixYtom3btiQkJBATE8O0adMA\nuHTpEhERESxfvpxly5YxcOBAkpOTSUtL48aNspVA/fz8+Prrr3nrrbeYPXs2Z86cYcuWLSQmJpKY\nmMiPP/7IuXPngLKkt3LlSkkkQggbYvvlsR7pBLyHhwcTJ04kKioKPz8/iouLadmyJQ4ODgD4+/tz\n+vRpBg4cyIABAwgJCSE/P5/GjRtz6tQp9u3bx9atWwGMicLd3R1PT08AqlWrho+PDwCurq4UFxcb\n4wK0atWKWbNmcerUKTIzMxk6dCgA169f57fffgPAy8vr0ZwMIYQwkaYSTME/8lV/OnfujJeXF2vX\nrjVWP9Tr9SiKwoEDB/Dy8sLFxYUWLVowY8YM+vbtC4C3tzdDhw4lISGBTz75hKCgsmUDNCb0/w4f\nPgzAL7/8gq+vL97e3vj4+LBs2TISEhLo27cvjRs3NjmeEEI8ShqNnUmbNVnl0uBJkyaxb98+nJ2d\n6dGjBwMGDMBgMPDCCy8QGBgIQEhICG+++aaxYuKIESOYNGkSq1atIj8/n9GjR5v8eIcOHWLIkCFo\nNBri4uKoV68eL774IgMGDKCkpITnnnuOOnXqqPJchRDCfLb/JVcWenwostAjyEKPfyYLPf5BFnq8\nkyUWerxe8p1Jx1V37G72Yz0suWlRCCFsnLWHsEwhyUQIIWye7Q9zSTIRQggbVxmu5pJk8hBKlSJV\n4haX3lQlbolKcW/eUu8FrldpziSvRJ02H8lxUCUuQLpOnXubM3TqvP0NKs7CXr5cqkrcm7nqxLUU\nSSZCCCHMptFYe7GUikkyEUIImyc9EyGEEGaSYS4hhBAWIJcGCyGEMJP0TIQQQpitMqwZ+EiSSWpq\nKhEREfj4+KAoCnq9niFDhtCzZ0/VH7tz585s3boVJyd1lmEQQgi1aaxe+qpij7Q41rx584CyOibh\n4eF4eXnRrFmzR9UEIYSopKRnck/Ozs6EhYXx7bffsmXLFg4cOICiKAwdOpQePXpw6NAhYmNjURSF\nOnXqMGfOHNLT05k+fTpQVsMkLi6OY8eOsWTJEhwcHLh8+TL9+/dn3759nDhxgiFDhjBw4EAAoqOj\nuXTpEjVr1mTmzJlotVqmTp1Keno6BoOBiIgIAgICeOWVV3j66adxdHQkPj7eGqdGCCHuIsNc5ahZ\nsyZfffUVzZs3Z+XKlRQXFxMaGkq7du2YMmUK8+bNo1GjRqxYsYKzZ8/y4YcfEhcXh4+PD8nJyXzx\nxRe89NJLXL58mXXr1nH06FHeeecdfvjhB65cucLo0aONyWTAgAE8//zzzJo1i1WrVmFvb4+Hhwdx\ncXHk5uYyePBgNm/eTEFBAaNGjaJ58+bWOi1CCHEPkkzuKzMzk6CgIDZs2EB4eDgAer2ezMxMsrOz\nadSoEQCDBg0CMCYUgFu3bhkrIvr6+uLg4ICrqysNGzbE0dGR6tWrG6ssOjg48PzzzwNl5Xt3796N\noiikpaUZi2bp9XpjbXmptCiEsDUauTT43vLz80lOTiY4OJiAgABiYmIwGAwsXLiQ+vXrU7t2bS5c\nuMDTTz/NkiVL8PLywsvLi5kzZ+Lp6UlaWhrXrl0DKu7+3bp1i+PHj9OsWTNjpUW9Xs+TTz7JiBEj\nKCoq4vPPPzfWfLezs/3/aUKIvxvpmRjt27eP8PBw7OzsKC0tZcyYMXTt2pWPP/6YgQMHUlBQQGBg\nIC4uLnz44YdMnDgROzs7nnjiCYYOHUrdunWJjIyktLRsQbbY2FiuXr1a4eM6ODiQkJBAeno6np6e\nTJgwAUVRmDx5MoMHDyY/P5+BAwdKEhFC2Cy7SlDPRCotPoRS5bAqcdVaNbi4NFeVuNdL1HvpqLVq\ncG6xOm/KtN9l1eDb1Fw1+NB5db6hq7lq8G/jO5kdo1T51aTjtJoWZj/Ww5KbFoUQwsbJHfBCCCEs\nQJKJEEIIM8l9JkIIIcxWGZZTkQl4IYQQZrP9682EEELYPEkmQgghzCbJRAghhNkkmQghhDCbJBMh\nhBBmk2QihBDCbJJMhBBCmE1uWjTDoUOHmDNnDgkJCRw9epSpU6fi6OhIs2bNmDRpknEl4sLCQvr3\n78+ECRPo0KEDGRkZREVFoSgKnp6exMTEULVq1QeKO2LECPLy8nBwcMDJyYkvvviC9PR0oqKi0Gg0\n+Pr6MnXq1LtWQ37Y2LfFxcXh5eXFgAEDLBL3+PHjxMTEoNVqcXR0ZObMmdSqVcvsuGfOnGHKlCko\nikLTpk2ZMmUKWq3WIm2+bePGjSxfvpz//d//tUjco0ePMmLECJ5++mmgrKhbz549zY6bnZ3N5MmT\nuXHjBqWlpcyaNYuGDRtapM3jxo3j999/B+DSpUu0bNnSWJ7b3NfF1KlT0Wq1PP3008TGxt7xWjbn\nHN/vffogsdesWUNSUhKlpaV06dKFt99+m5ycHN59912KioqoXbs2M2bMuON9/dhTxENZsmSJ8sor\nryghISGKoihKnz59lLS0NEVRFCU+Pl5Zt26d8dioqCild+/eyk8//aQoiqKMGTNG2bBhg6IoirJq\n1Srls88+e+C4PXr0UAwGwx1t+uc//6ns27dPURRFmTJlivL9998/VJvvFTs7O1sZNmyY0qVLFyUx\nMdFicQcNGqQcO3ZMURRFSUpKUuLi4iwSd+TIkcr+/fsVRVGUyMhIi54LRVGUY8eOKUOGDDH+vSXi\nrlq1Svnyyy/veixz40ZGRiqbN29WFEVR9u7dq+zYscOi50JRFCUvL0959dVXlStXrlgk7qhRo5Sd\nO3cqiqIo48ePV7Zt22aRuOW9T02NnZ6ergQHByuFhYVKaWmpMm/ePKWkpESJiYlRvvnmG0VRFGXx\n4sXKv//973ueq8eVDHM9pIYNGzJ//nzjz1euXMHPzw8oq+iYlpYGwJdffkmrVq1o2rSp8dgzZ87Q\noUOHu441Ne7vv//OjRs3GDFiBAMGDGDHjh0AHD16lDZt2gDQoUMH9uzZ88Btvl9snU7HmDFj6N27\n90Odi/vFjY+Pp1mzZgCUlpbi5ORkkbjz58+ndevWlJSUcO3aNWrWrGmxNufm5jJnzhwmTpxo0XPx\n66+/snPnTgYNGsTEiRPJz8+3SNyDBw9y5coVhg4dysaNG42vEUvEvm3+/PkMHjyY2rVrWyRus2bN\nyMvLQ1EUdDod9vb2Fol7v/fpg8Tes2cPLVq0IDIyksGDB+Pn54eDgwNpaWm8/PLLwL3ff487SSYP\nqXv37ne8wBs0aMD+/fsB2LFjB4WFhezdu5f09HRCQ0Pv+NtmzZqxfft2ALZt20ZhYeEDxb116xZv\nvPEGn332GQsWLGDGjBlkZ2ejKIpxQThnZ2du3ryzPoo5sRs0aEDLli0f+lzcL+7tD5+DBw+yfPly\nhg4dapG4Wq2WS5cu8corr5Cbm3tXOeaHjf37778zadIkJk6ciLOzs0XPxXPPPcf777/PihUraNCg\nAZ999plF4l66dAk3NzeWLl1K3bp1+de//mWxNgNkZ2ezd+9e+vbta7G4t4e2evToQXZ2NgEBARaJ\ne69jH7TNubm5/PLLL8TGxjJ//nymT5/OjRs3yM/Px9XVFbj3++9xJ8nEQuLi4li8eDHDhw+nZs2a\neHh4sHr1ak6dOkV4eDg///wzs2fP5vjx40RGRrJ9+3aGDRuGnZ0dHh4eDxS3Vq1a9O/fH3t7e2rW\nrEmzZs04f/78HWO/Op0ONze3B27z/WKbey7Ki7tlyxamTp3KkiVLqFGjhsXi1qtXj++//54BAwbw\n8ccfW6TN586dIz09nWnTpjF+/HjOnDlDbGysRdrctWtXWrQoK27UtWtXjh07ZpG47u7udO7cGYDO\nnTvz66/lF1p60PP87bff8sorr9w1J2VO3NjYWFasWMG3337La6+9Vu7/vweJe69jH7TN7u7utGnT\nBhcXF2rWrEmjRo24cOECLi4u6HQ6wLT33+NGkomF/PTTT8TFxbFkyRLy8vJo164dc+fOZeXKlSQk\nJPDyyy/z3nvv0axZM/bs2cPbb7/Nl19+iZ2dHS+99NIDxd2zZw8RERFA2Yv29OnTeHt707x5c1JT\nUwFISUnB39//gdt8v9jmnov7xV2/fj3Lly8nISGBBg0aWCzuiBEjuHDhAlD2LbGissymxvbx8WHz\n5s0kJCQQHx+Pj48PkyZNskibhw0bxuHDZVU89+7dyzPPPGORuC+88AI//fQTAAcOHMDHx8di5/l2\nW28P21oqbvXq1XFxcQGgdu3a3LhxwyJx73Xsg7bZz8+P/fv3U1xcTEFBAWfPnqVhw4b4+fkZz3NK\nSgovvPBChefkcSJXc1nIU089xfDhw6latSoBAQF07Njxvsd6eXkxceJEHB0d8fX1JTo6+oHj7tq1\ni9DQUOzs7Bg/fjw1atQgMjKSKVOmEB8fj7e3N927d3+oNt8rtiXOxV/jVq9endjYWOrWrcuYMWMA\naN26NWPHjjW7vcOHDycqKgoHBweqVq3K9OnTbfpc1KhRg2nTphETE4ODgwO1atUiJibGInEjIyOZ\nPHkyK1euxMXFhblz51r0XJw/f77CLwIPGnf69OmMGzcOe3t7HBwcLHYuHuR9Wl7sfv36MWDAABRF\nYdSoUbi7uzNy5EgiIyNZtWoVHh4eFZ7nx40sQS+EEMJsMswlhBDCbJJMhBBCmE2SiRBCCLNJMhFC\nCGE2SSZCCCHMJslECCGE2SSZCCGEMJskEyHK8d5777Fq1Srjz+Hh4Rw6dIjXX3+dPn36MGDAAOOy\nJ7eXzunXrx+dOnUiKSkJKFsEcdiwYfTs2ZPExESrPA8h1CZ3wAtRjn79+jF//nxCQ0O5dOkSOTk5\nzJgxg+joaJo3b86ZM2d4++23+e6770hOTmbUqFG8+OKLZGRk8OqrrxrrvpSUlLBlyxYrPxsh1CN3\nwAtRDkVR6NatG//+979Zv349iqKwaNEiGjVqZDwmJyeHDRs24Obmxs8//8zJkyc5deoUmzZt4uTJ\nk8yfP5+ioiLee+89Kz4TIdQlPRMhyqHRaHjttdfYvHkzW7duZfHixXz11VesX7/eeMzly5dxd3dn\n7NixuLm50alTJ3r27MmmTZuMx1SpUsUazRfikZE5EyEq0LdvX1auXEndunWpV68eTz/9tDGZ7N69\nm0GDBhn/PXbsWAIDA0lJSQHKCn4J8XcgPRMhKlC3bl3q1q1Lnz59AJg9ezbTpk3jiy++wMHBgXnz\n5qHRaBgzZgwDBw7EycmJpk2bUq9ePS5evGjl1gvxaMiciRDlUBSFq1evEh4ezqZNm3B0dLR2k4Sw\nSTLMJUQ5vvvuO3r37s348eMlkQhRDumZCCGEMJv0TIQQQphNkokQQgizSTIRQghhNkkmQgghzCbJ\nRAghhNn+PwQNxode1TrQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcf9ce80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cmap=\"YlGnBu\")#使用调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q1Fy5cuU4ffr0n7afOHGCzMxM6tWrB0Dbtm15+umnb9rnwoULed1aGzZsyJEj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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd23df28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cbar=False)#一般不太这样用的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
